Period
to 27 October 2021

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 27 October 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK > England
6 months to
27 Oct 2021
Same period 2020 Same period 2019
Rank 116 123 128
Rank change year-on-year +7 +5 +9
Permanent jobs citing ETL 3,314 1,244 3,380
As % of all permanent jobs advertised in England 2.97% 2.74% 2.69%
As % of the Processes & Methodologies category 3.15% 2.94% 2.90%
Number of salaries quoted 2,546 1,003 2,786
10th Percentile £38,750 £36,550 £34,955
25th Percentile £46,250 £43,750 £42,500
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -
75th Percentile £75,000 £71,250 £71,250
90th Percentile £90,000 £87,500 £86,875
UK median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 105,100 42,341 116,423
As % of all permanent IT jobs advertised in England 94.30% 93.16% 92.62%
Number of salaries quoted 70,554 35,637 93,985
10th Percentile £33,000 £33,650 £30,000
25th Percentile £42,500 £42,500 £38,750
Median annual salary (50th Percentile) £59,500 £55,000 £52,500
Median % change year-on-year +8.18% +4.76% -
75th Percentile £77,500 £75,000 £71,250
90th Percentile £95,000 £91,250 £87,500
UK median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

ETL
Job Vacancy Trend in England

Job postings citing ETL as a proportion of all IT jobs advertised in England.

Job vacancy trend for ETL in England

ETL
Salary Trend in England

3-month moving average salary quoted in jobs citing ETL in England.

Salary trend for ETL in England

ETL
Salary Histogram in England

Salary distribution for jobs citing ETL in England over the 6 months to 27 October 2021.

Salary histogram for ETL in England

ETL
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the England region over the 6 months to 27 October 2021. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -11 1,728 £65,000 - 234
South East -6 417 £60,000 +26.32% 53
North of England +3 414 £45,000 -5.26% 93
Midlands -3 321 £50,000 - 71
West Midlands +20 218 £52,500 +5.00% 48
North West -22 205 £48,750 -2.50% 54
South West -10 186 £50,000 +11.11% 16
Yorkshire -13 172 £45,000 -5.26% 22
East of England -16 146 £55,000 +4.76% 24
East Midlands -21 103 £47,500 -5.00% 23
North East -1 37 £45,000 +16.88% 17
ETL
UK

For the 6 months to 27 October 2021, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for ETL.

1 2,315 (69.86%) SQL
2 1,683 (50.78%) Business Intelligence
3 1,626 (49.06%) Data Warehouse
4 1,309 (39.50%) Analytics
5 1,217 (36.72%) Python
6 1,215 (36.66%) Azure
7 1,087 (32.80%) Power Platform
8 1,073 (32.38%) Power BI
9 982 (29.63%) Data Modelling
10 964 (29.09%) AWS
10 964 (29.09%) SQL Server Integration Services
11 939 (28.33%) Agile Software Development
12 932 (28.12%) SQL Server
13 849 (25.62%) Microsoft
14 743 (22.42%) Social Skills
15 680 (20.52%) Finance
16 644 (19.43%) Big Data
17 581 (17.53%) SQL Server Reporting Services
18 564 (17.02%) Visualisation
19 561 (16.93%) Data Lake
20 555 (16.75%) DevOps
21 547 (16.51%) Data Engineering
22 534 (16.11%) Data Pipeline
23 508 (15.33%) T-SQL
24 507 (15.30%) Analytical Skills
25 501 (15.12%) Data Science
26 498 (15.03%) Data Management
27 467 (14.09%) Tableau
28 466 (14.06%) Java
28 466 (14.06%) Problem-Solving

ETL
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 342 (10.32%) Apache Spark
2 223 (6.73%) Apache Airflow
3 120 (3.62%) Apache
4 96 (2.90%) Confluence
5 83 (2.50%) SharePoint
6 65 (1.96%) SAS
7 58 (1.75%) Elasticsearch
8 36 (1.09%) Luigi
9 26 (0.78%) Apache Pig
10 22 (0.66%) WebLogic
11 21 (0.63%) Oracle Service Bus
12 20 (0.60%) Oracle Application Server
13 18 (0.54%) Jupyter
14 9 (0.27%) Oracle SOA Suite
15 8 (0.24%) CMS
16 7 (0.21%) OpenStack
17 6 (0.18%) Appian
17 6 (0.18%) IIS
17 6 (0.18%) NServiceBus
18 3 (0.091%) Tornado
Applications
1 305 (9.20%) Microsoft Excel
2 92 (2.78%) Microsoft Office
3 28 (0.84%) MS Visio
4 13 (0.39%) Spreadsheet
5 12 (0.36%) Chatbot
6 9 (0.27%) Microsoft Project
7 8 (0.24%) Microsoft PowerPoint
8 6 (0.18%) SPSS
9 4 (0.12%) Figma
Business Applications
1 27 (0.81%) FastStats
2 23 (0.69%) Dynamics CRM
3 20 (0.60%) SAP S/4HANA
4 17 (0.51%) IBM Planning Analytics
5 16 (0.48%) Oracle EBS
6 12 (0.36%) Adobe Campaign
6 12 (0.36%) Dynamics AX
7 10 (0.30%) NetSuite
8 6 (0.18%) SAP MDG
9 5 (0.15%) FastStats PeopleStage
9 5 (0.15%) Oracle Financials
9 5 (0.15%) SAP R/3
10 4 (0.12%) Dynamics NAV
10 4 (0.12%) OPENHousing
11 3 (0.091%) SAP BPC
12 2 (0.060%) Oracle Applications
12 2 (0.060%) Oracle ERP
12 2 (0.060%) Oracle Procure-to-Pay
12 2 (0.060%) SAP ERP
12 2 (0.060%) Workday HCM
Cloud Services
1 1,215 (36.66%) Azure
2 1,087 (32.80%) Power Platform
3 964 (29.09%) AWS
4 461 (13.91%) GCP
5 386 (11.65%) Azure Data Factory
6 323 (9.75%) Snowflake
7 181 (5.46%) Serverless
8 180 (5.43%) SaaS
9 159 (4.80%) Azure Synapse Analytics
10 130 (3.92%) GitHub
11 129 (3.89%) Amazon S3
12 117 (3.53%) AWS Lambda
13 98 (2.96%) Microsoft 365
13 98 (2.96%) PaaS
14 96 (2.90%) Amazon EMR
15 82 (2.47%) Amazon Kinesis
16 63 (1.90%) Amazon EC2
16 63 (1.90%) Matillion
17 60 (1.81%) AWS CloudFormation
18 58 (1.75%) Azure Functions
Communications & Networking
1 46 (1.39%) Cisco IPT
2 33 (1.00%) Internet
3 29 (0.88%) HTTP
4 15 (0.45%) VPN
5 14 (0.42%) Extranet
5 14 (0.42%) FTP
6 13 (0.39%) Intranet
7 8 (0.24%) DNS
7 8 (0.24%) LAN
8 7 (0.21%) WAN
9 5 (0.15%) Firewall
10 4 (0.12%) Broadband
10 4 (0.12%) WPA
11 3 (0.091%) PuTTY
11 3 (0.091%) SMS
11 3 (0.091%) SMTP
11 3 (0.091%) SSL
11 3 (0.091%) TCP/IP
11 3 (0.091%) WinSCP
12 2 (0.060%) Network Security
Database & Business Intelligence
1 1,626 (49.06%) Data Warehouse
2 1,073 (32.38%) Power BI
3 964 (29.09%) SQL Server Integration Services
4 932 (28.12%) SQL Server
5 644 (19.43%) Big Data
6 581 (17.53%) SQL Server Reporting Services
7 561 (16.93%) Data Lake
8 467 (14.09%) Tableau
9 442 (13.34%) SQL Server Analysis Services
10 349 (10.53%) NoSQL
11 331 (9.99%) Relational Database
12 292 (8.81%) Hadoop
13 286 (8.63%) Amazon Redshift
14 244 (7.36%) PostgreSQL
15 242 (7.30%) MySQL
16 180 (5.43%) MongoDB
17 163 (4.92%) Azure SQL Database
18 151 (4.56%) BigQuery
19 137 (4.13%) OLAP
20 124 (3.74%) Apache Hive
Development Applications
1 272 (8.21%) Git (software)
2 186 (5.61%) JIRA
3 109 (3.29%) Jenkins
4 106 (3.20%) Visual Studio
5 55 (1.66%) SQL Server Management Studio (SSMS)
6 48 (1.45%) Bitbucket
7 45 (1.36%) Oracle APEX
8 36 (1.09%) Team Foundation Server
9 32 (0.97%) Selenium
10 30 (0.91%) ERwin
11 27 (0.81%) Atlassian Bamboo
12 26 (0.78%) VSS/SourceSafe
13 25 (0.75%) TeamCity
14 23 (0.69%) Toad
15 22 (0.66%) GitLab
16 21 (0.63%) Cucumber
16 21 (0.63%) Vagrant
17 16 (0.48%) kappa
18 15 (0.45%) Octopus Deploy
19 14 (0.42%) Cypress.io
General
1 743 (22.42%) Social Skills
2 680 (20.52%) Finance
3 507 (15.30%) Analytical Skills
4 137 (4.13%) Marketing
5 114 (3.44%) Retail
6 110 (3.32%) Banking
7 88 (2.66%) Public Sector
8 79 (2.38%) Presentation Skills
9 62 (1.87%) Advertising
10 60 (1.81%) Law
11 49 (1.48%) Manufacturing
12 46 (1.39%) Legal
13 44 (1.33%) Telecoms
14 34 (1.03%) Games
15 30 (0.91%) Automotive
16 29 (0.88%) Publishing
17 28 (0.84%) Pharmaceutical
18 23 (0.69%) Inclusion and Diversity
19 22 (0.66%) Police
20 21 (0.63%) Organisational Skills
Job Titles
1 918 (27.70%) Data Engineer
2 917 (27.67%) Developer
3 413 (12.46%) Analyst
4 362 (10.92%) Business Intelligence Developer
5 291 (8.78%) Architect
6 241 (7.27%) Data Analyst
7 217 (6.55%) Data Architect
8 210 (6.34%) SQL Developer
9 164 (4.95%) Senior Data Engineer
10 133 (4.01%) Senior Developer
11 123 (3.71%) ETL Developer
12 110 (3.32%) Azure Engineer
13 106 (3.20%) Consultant
14 104 (3.14%) DBA
15 94 (2.84%) SQL Analyst
16 92 (2.78%) Business Intelligence Analyst
16 92 (2.78%) Software Engineer
17 88 (2.66%) Security Engineer
18 87 (2.63%) Data Manager
19 84 (2.53%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 302 (9.11%) Kafka
2 273 (8.24%) .NET
3 149 (4.50%) REST
4 136 (4.10%) JSON
4 136 (4.10%) Web Services
5 125 (3.77%) XML
6 85 (2.56%) MDX
6 85 (2.56%) Node.js
7 76 (2.29%) React
8 74 (2.23%) PySpark
9 68 (2.05%) RESTful
10 64 (1.93%) HTML
11 58 (1.75%) .NET Core
12 55 (1.66%) Apache Beam
13 52 (1.57%) SOAP
14 50 (1.51%) ASP.NET
15 48 (1.45%) AngularJS
16 39 (1.18%) Oracle GoldenGate
17 37 (1.12%) .NET Framework
18 36 (1.09%) CSS
Miscellaneous
1 164 (4.95%) Data Structures
2 135 (4.07%) Management Information System
3 76 (2.29%) Algorithms
4 70 (2.11%) Greenfield Project
5 64 (1.93%) Cloud Native
6 63 (1.90%) User Experience
7 55 (1.66%) Hybrid Cloud
8 54 (1.63%) Public Cloud
9 51 (1.54%) Life Science
9 51 (1.54%) Self-Motivation
10 47 (1.42%) Legacy Systems
11 45 (1.36%) Clustering
12 42 (1.27%) Data Protection Act
13 38 (1.15%) Virtual Team
14 35 (1.06%) Acoustics
15 30 (0.91%) Enterprise Software
16 27 (0.81%) Marketing Technology
17 26 (0.78%) Renewable Energy
18 24 (0.72%) Analytical Mindset
19 22 (0.66%) Replication
Operating Systems
1 114 (3.44%) Unix
2 110 (3.32%) Linux
3 70 (2.11%) Windows
4 30 (0.91%) Solaris
5 18 (0.54%) VMS
6 14 (0.42%) Windows Server
7 10 (0.30%) Apple iOS
8 9 (0.27%) Android
9 6 (0.18%) Windows 10
10 4 (0.12%) DC/OS
11 2 (0.060%) Amazon Linux
11 2 (0.060%) CentOS
11 2 (0.060%) Red Hat Enterprise Linux
11 2 (0.060%) SUSE
12 1 (0.030%) Windows Mobile
12 1 (0.030%) Windows Server 2012
Processes & Methodologies
1 1,683 (50.78%) Business Intelligence
2 1,309 (39.50%) Analytics
3 982 (29.63%) Data Modelling
4 939 (28.33%) Agile Software Development
5 564 (17.02%) Visualisation
6 555 (16.75%) DevOps
7 547 (16.51%) Data Engineering
8 534 (16.11%) Data Pipeline
9 501 (15.12%) Data Science
10 498 (15.03%) Data Management
11 466 (14.06%) Problem-Solving
12 465 (14.03%) Migration
13 391 (11.80%) Data Architecture
14 324 (9.78%) Data Analytics
15 291 (8.78%) Data Analysis
16 286 (8.63%) Data Visualisation
17 272 (8.21%) Software Engineering
18 269 (8.12%) Artificial Intelligence
19 251 (7.57%) Data Migration
20 250 (7.54%) Machine Learning
Programming Languages
1 2,315 (69.86%) SQL
2 1,217 (36.72%) Python
3 508 (15.33%) T-SQL
4 466 (14.06%) Java
5 418 (12.61%) C#
6 282 (8.51%) PowerShell
7 227 (6.85%) R
8 198 (5.97%) Scala
9 173 (5.22%) Data Analysis Expressions (DAX)
10 152 (4.59%) JavaScript
11 143 (4.32%) PL/SQL
12 79 (2.38%) Shell Script
13 78 (2.35%) Bash Shell
14 70 (2.11%) VBA
15 51 (1.54%) C++
16 47 (1.42%) C
17 44 (1.33%) Go
17 44 (1.33%) TypeScript
18 29 (0.88%) PHP
19 27 (0.81%) Ruby
Qualifications
1 197 (5.94%) Degree
2 77 (2.32%) Security Cleared
3 59 (1.78%) Computer Science Degree
4 50 (1.51%) Cisco Certification
5 47 (1.42%) SC Cleared
6 46 (1.39%) (ISC)2 CCSP
6 46 (1.39%) CISSP
7 37 (1.12%) AWS Certification
8 29 (0.88%) Microsoft Certification
9 21 (0.63%) Master's Degree
10 18 (0.54%) ISEB
11 16 (0.48%) Numerate Degree
12 15 (0.45%) ISTQB
13 14 (0.42%) CCSP
14 13 (0.39%) TOGAF Certification
15 10 (0.30%) PMI Certification
16 9 (0.27%) BPSS Clearance
17 7 (0.21%) ITIL Certification
18 6 (0.18%) MCSA
19 5 (0.15%) DV Cleared
Quality Assurance & Compliance
1 390 (11.77%) Data Quality
2 160 (4.83%) GDPR
3 128 (3.86%) QA
4 32 (0.97%) SLA
5 21 (0.63%) Accessibility
6 9 (0.27%) GxP
7 8 (0.24%) Solvency II
8 6 (0.18%) GRC
8 6 (0.18%) PMO
9 5 (0.15%) PCI DSS
9 5 (0.15%) PMBOK
10 4 (0.12%) CDISC
10 4 (0.12%) ISO/IEC 27001
10 4 (0.12%) SOC 2
11 2 (0.060%) Cyber Essentials
11 2 (0.060%) HL7
11 2 (0.060%) IFRS
12 1 (0.030%) Actionable Recommendations
12 1 (0.030%) SEPA
12 1 (0.030%) TARGET2
System Software
1 250 (7.54%) Docker
2 26 (0.78%) Active Directory
3 25 (0.75%) VMware Infrastructure
4 22 (0.66%) HDFS
5 21 (0.63%) VirtualBox
6 10 (0.30%) Virtual Machines
7 6 (0.18%) Hyper-V
8 5 (0.15%) Apache Flume
8 5 (0.15%) Apache ZooKeeper
9 2 (0.060%) Virtual Servers
10 1 (0.030%) Oracle RAC
Systems Management
1 213 (6.43%) Kubernetes
2 108 (3.26%) Terraform
3 59 (1.78%) Ansible
4 22 (0.66%) Docker Swarm
5 15 (0.45%) Oozie
6 11 (0.33%) HP Quality Center
6 11 (0.33%) Puppet
7 10 (0.30%) Single Sign-On
8 8 (0.24%) Control-M
8 8 (0.24%) Hadoop YARN
8 8 (0.24%) HP ALM
9 7 (0.21%) Grafana
9 7 (0.21%) Opscode Chef
9 7 (0.21%) Prometheus
10 6 (0.18%) Argo
10 6 (0.18%) logstash
11 5 (0.15%) Istio
12 4 (0.12%) Apache Brooklyn
12 4 (0.12%) Microsoft Intune
12 4 (0.12%) Tivoli
Vendors
1 849 (25.62%) Microsoft
2 388 (11.71%) Oracle
3 325 (9.81%) Databricks
4 290 (8.75%) Google
5 261 (7.88%) Informatica
6 182 (5.49%) Talend
7 161 (4.86%) Salesforce.com
8 140 (4.22%) SAP
9 106 (3.20%) IBM
10 84 (2.53%) Alteryx
11 58 (1.75%) Cloudera
12 48 (1.45%) Hortonworks
13 46 (1.39%) Palantir
14 44 (1.33%) Adobe
14 44 (1.33%) Cognos
15 37 (1.12%) MuleSoft
16 31 (0.94%) Salesforce Marketing Cloud
17 27 (0.81%) ServiceNow
18 26 (0.78%) Apteco
18 26 (0.78%) SnapLogic